MELAGE, a pioneering Python-based neuroimaging software, emerges as a versatile tool for the visualization, processing, and analysis of medical images. Initially conceived to address the unique challenges of processing 3D ultrasound and MRI brain images during the neonatal period, MELAGE exhibits remarkable adaptability, extending its utility to the domain of adult human brain imaging. At its core, MELAGE features a semi-automatic brain extraction tool empowered by a deep learning module, ensuring precise and efficient brain structure extraction from MRI and 3D Ultrasound data. Moreover, MELAGE offers a comprehensive suite of features, encompassing dynamic 3D visualization, accurate measurements, and interactive image segmentation. This transformative software holds immense promise for researchers and clinicians, offering streamlined image analysis, seamless integration with deep learning algorithms, and broad applicability in the realm of medical imaging.

翻译：MELAGE作为一款开创性的基于Python的神经影像学软件，成为医学图像可视化、处理及分析的多功能工具。该软件最初旨在解决新生儿期三维超声和MRI脑图像处理中的特殊挑战，展现出显著的适应性，并已将其应用范围扩展至成人脑成像领域。其核心功能包括基于深度学习模块的半自动脑提取工具，可确保从MRI和三维超声数据中精确高效地提取脑结构。此外，MELAGE提供全面的功能套件，涵盖动态三维可视化、精准测量及交互式图像分割。这款变革性软件为研究人员和临床医生带来巨大潜力，实现了精简的图像分析、与深度学习算法的无缝集成，以及在医学成像领域的广泛适用性。